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Research Agent — Commands Reference

─── RUN ON LOCAL ──────────────────────────────────────────────────────────

Step 1 — Point Streamlit to Local API

(Get-Content D:\research_agent\streamlit_app.py) -replace 'API_BASE = .*', 'API_BASE = "http://127.0.0.1:8000"' | Set-Content D:\research_agent\streamlit_app.py

Step 2 — Start Redis (Window 1)

cd D:\research_agent
docker compose up -d

Step 3 — Start FastAPI (Window 2)

cd D:\research_agent
.venv\Scripts\activate
python -m uvicorn main:app --reload --reload-exclude "streamlit_app.py"

Step 4 — Start Streamlit (Window 3)

cd D:\research_agent
.venv\Scripts\activate
streamlit run streamlit_app.py

Step 5 — Open Browser

http://localhost:8501

─── RUN ON LAMBDA ─────────────────────────────────────────────────────────

Step 1 — Point Streamlit to Lambda API

(Get-Content D:\research_agent\streamlit_app.py) -replace 'API_BASE = .*', 'API_BASE = "https://24w35xlb2a.execute-api.ap-south-1.amazonaws.com"' | Set-Content D:\research_agent\streamlit_app.py

Step 2 — Start Streamlit only (Window 1)

cd D:\research_agent
.venv\Scripts\activate
streamlit run streamlit_app.py

Step 3 — Open Browser

http://localhost:8501

─── SWITCH BETWEEN LOCAL AND LAMBDA ───────────────────────────────────────

Switch to Local

(Get-Content D:\research_agent\streamlit_app.py) -replace 'API_BASE = .*', 'API_BASE = "http://127.0.0.1:8000"' | Set-Content D:\research_agent\streamlit_app.py

Switch to Lambda

(Get-Content D:\research_agent\streamlit_app.py) -replace 'API_BASE = .*', 'API_BASE = "https://24w35xlb2a.execute-api.ap-south-1.amazonaws.com"' | Set-Content D:\research_agent\streamlit_app.py

Check which API is active

Select-String "API_BASE" D:\research_agent\streamlit_app.py

Always restart Streamlit after switching

# Press Ctrl+C then:
streamlit run streamlit_app.py

─── USEFUL COMMANDS ────────────────────────────────────────────────────────

Check Redis is running

docker ps
docker exec research_agent_redis redis-cli ping

Check API health (Local)

Invoke-RestMethod -Uri "http://127.0.0.1:8000/health" -Method GET

Check API health (Lambda)

Invoke-RestMethod -Uri "https://24w35xlb2a.execute-api.ap-south-1.amazonaws.com/health" -Method GET

Run a research query (Local)

$body = '{"query": "Your research question here"}'
Invoke-RestMethod -Uri "http://127.0.0.1:8000/research" -Method POST -ContentType "application/json" -Body $body

Run a research query (Lambda)

$body = '{"query": "Your research question here"}'
Invoke-RestMethod -Uri "https://24w35xlb2a.execute-api.ap-south-1.amazonaws.com/research" -Method POST -ContentType "application/json" -Body $body

Clear cached result

$body = '{"query": "Your query here"}'
Invoke-RestMethod -Uri "http://127.0.0.1:8000/research/cache" -Method DELETE -ContentType "application/json" -Body $body

Stop Redis

docker compose down
``

### Update Lambda with new code
```powershell
cd D:\research_agent
docker buildx build --platform linux/amd64 --provenance=false -t 259732629822.dkr.ecr.ap-south-1.amazonaws.com/research-agent:latest --push .
aws lambda update-function-code --function-name research-agent --image-uri 259732629822.dkr.ecr.ap-south-1.amazonaws.com/research-agent:latest --region ap-south-1

─── FREE TIER LIMITS ───────────────────────────────────────────────────────

Service Free Limit Per Run Usage
Groq 1,000 req/day ~4 requests
Tavily 1,000 searches/month ~15 searches
AWS Lambda 1M requests/month 1 request
Upstash Redis 10,000 commands/day ~5 commands
LangSmith 5,000 traces/month 1 trace

Estimated free queries: ~66/month (limited by Tavily)